{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import scipy\n",
    "from scipy.signal import chirp, remez, firwin, freqz\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.pyplot import MultipleLocator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"\n",
    "生成系数\n",
    "\"\"\"\n",
    "def generate_win_coeffs(numtaps, M, window_fn=\"hamming\"):    \n",
    "        win_coeffs = scipy.signal.get_window(window_fn, numtaps*M)   \n",
    "        # 截止频率变为2.0/通道数\n",
    "        sinc       = scipy.signal.firwin(numtaps*M, cutoff=2.0/M, window=\"hamming\")    \n",
    "        # 复数FIR滤波器\n",
    "        coeffs = np.zeros(win_coeffs.shape[0], dtype=complex)\n",
    "        for k in range(win_coeffs.shape[0]):\n",
    "            coeffs[k] = sinc[k] * win_coeffs[k]   \n",
    "        \n",
    "        plt.figure(figsize=(20,8))\n",
    "        plt.plot(np.abs(np.fft.fft(coeffs)))\n",
    "\n",
    "        nv = np.arange(numtaps*M)\n",
    "        for i in range(coeffs.shape[0]):\n",
    "            coeffs[i] *= np.exp(1j * 2 * np.pi * nv[i] / M)\n",
    "        \n",
    "        plt.figure(figsize=(20,8))\n",
    "        plt.plot(np.abs(np.fft.fft(coeffs)))\n",
    "\n",
    "        coeffs = np.reshape(coeffs, (M, -1), order='F')\n",
    "        coeffs = realignment_coeffs(coeffs)\n",
    "        return coeffs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "def realignment_coeffs(data):\n",
    "    \"\"\"\n",
    "    对系数进行隔列插零\n",
    "    \"\"\"\n",
    "    z = np.zeros(data.shape[0])\n",
    "    for i in range(data.shape[1]-1,0,-1):\n",
    "        data = np.insert(data,i,z,axis=1)\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "def pfb(data,M,win_coeffs):\n",
    "        # 使数据长度为M的整数倍，不够整数倍的部分则补零\n",
    "        disp_len = int(np.ceil((2*data.size-M) / M))\n",
    "        patch_size = int(disp_len * M - data.size)\n",
    "        patch_data = np.concatenate((data, np.zeros(patch_size)))\n",
    "\n",
    "        # 将数据重新排序为 M行XX列的矩阵   \n",
    "        reshape_data = np.reshape(patch_data, (M, -1), order='F')\n",
    "        for i in range(M):\n",
    "            for j in range(disp_len):\n",
    "                if j == 0:\n",
    "                    reshape_data[i][j] = data[i]\n",
    "                else:\n",
    "                    reshape_data[i][j] = data[int(i+j*M/2)]\n",
    "\n",
    "        # 将数据上下翻转\n",
    "        polyphase_data = np.flipud(reshape_data)\n",
    "\n",
    "        nv = np.arange(disp_len)\n",
    "        prefilt_data = polyphase_data * ((-1) ** ((M - 1 ) * nv))\n",
    "\n",
    "        filt_data = np.zeros(prefilt_data.shape, dtype=complex)\n",
    "        for k in range(M):\n",
    "            filt_data[k] = scipy.signal.lfilter(win_coeffs[k],1,prefilt_data[k])\n",
    "\n",
    "        # 转换为复数\n",
    "        postfilt_data = np.zeros(prefilt_data.shape, dtype=complex)\n",
    "        for k in range(M):\n",
    "            postfilt_data[k] = filt_data[k] * ((-1) ** k) * np.exp(-1j * np.pi * k / M)\n",
    "\n",
    "        # FFT\n",
    "        dispatch_data = scipy.fft.fft(postfilt_data, axis=0)\n",
    "\n",
    "        return dispatch_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sweep_freqz(M,win_coeffs): \n",
    "        N = 12800\n",
    "        data = np.zeros(N)\n",
    "        w = np.linspace(0, 1, N)\n",
    "        p = 2 * np.pi * np.cumsum(w)\n",
    "        data = np.exp(1j * p)   \n",
    "        pfb_data=pfb(data,M,win_coeffs)\n",
    "        a = 20*np.log10(np.abs(pfb_data))\n",
    "        return a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "M = 8       # 通道数、分支数\n",
    "numtaps = 32\n",
    "win_coeffs = generate_win_coeffs(numtaps, M)\n",
    "\n",
    "# np.savetxt(\"data_sinesweep.txt\",coeffs,fmt='%f',delimiter=',')\n",
    "a = sweep_freqz(M,win_coeffs)\n",
    "w = np.linspace(0, 400,3199)\n",
    "\n",
    "plt.figure(figsize=(15,8))\n",
    "ax = plt.gca()\n",
    "miloc = plt.MultipleLocator(10)\n",
    "ax.xaxis.set_minor_locator(miloc)\n",
    "ay = plt.gca()\n",
    "miloc = plt.MultipleLocator(5)\n",
    "ay.yaxis.set_minor_locator(miloc)\n",
    "plt.grid(which='both')\n",
    "plt.plot(w,a.T)\n",
    "plt.title('frequency response')\n",
    "plt.xlim(0,400)\n",
    "plt.ylim(-120,10)\n",
    "plt.xlabel('Frequency(MHz)')\n",
    "plt.ylabel('Amplitude(dB)')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.9.12 ('base')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "ad2bdc8ecc057115af97d19610ffacc2b4e99fae6737bb82f5d7fb13d2f2c186"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
